The deep ML fundamentals that compound over a career — interviews are just the side benefit.
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| Feature | Free | Premium |
|---|---|---|
| Problems unlocked | First 20 | All 100+ |
| Browser NumPy runs | 10 / day | Unlimited |
| PyTorch CPU runs (server-side) | — | 200 / day |
| PyTorch GPU runs (server-side) | — | 30 / day |
| Hidden test cases revealed | — | |
| Reference solutions | First 20 | All problems |
| Mathematical formulations (LaTeX) | ||
| Progress tracking + streaks | ||
| Ads | Yes | None |
Each server-side PyTorch run is capped at 15 seconds of execution time. Daily caps reset at 00:00 UTC.
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“The reference solutions alone are worth it. Seeing the canonical numpy implementation side-by-side with my attempt is how I actually learned.”
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